{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "hyperopt 使用\n",
    "https://www.jianshu.com/p/35eed1567463"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from hyperopt import fmin,tpe,hp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "?? fmin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'x': 1.0036767856260003}\n"
     ]
    }
   ],
   "source": [
    "best = fmin(lambda x:(x -1 )**2,space=hp.uniform('x',-2,2),algo=tpe.suggest,max_evals=100)\n",
    "print(best)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "??hp.uniform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import hyperopt.pyll.stochastic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "space = {\n",
    "    'x':hp.uniform('x',0,2),\n",
    "    'y':hp.normal('y',0,1),\n",
    "    'name':hp.choice('name',['alice','bob'])\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'name': 'alice', 'x': 1.614421432950279, 'y': -1.5769878585851167}\n",
      "{'name': 'bob', 'x': 1.0929685684910742, 'y': -0.16483346270982743}\n",
      "{'name': 'bob', 'x': 1.311690937099368, 'y': -1.7052550964672206}\n",
      "{'name': 'bob', 'x': 1.8018391948834838, 'y': -1.092724580516306}\n",
      "{'name': 'bob', 'x': 1.0303051252455515, 'y': -1.2684823797211338}\n"
     ]
    }
   ],
   "source": [
    "for i in range(5):\n",
    "    print(hyperopt.pyll.stochastic.sample(space))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### 使用trails捕获信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from hyperopt import Trials,STATUS_OK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fspace={\n",
    "    'x':hp.uniform('x',-2,2)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def f(param):\n",
    "    x=param['x']\n",
    "    val = x**2\n",
    "    return {'loss':val,'status':STATUS_OK}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "trails = Trials()\n",
    "best = fmin(fn=f,space=fspace,algo=tpe.suggest,trials=trails,max_evals=100)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'x': 0.00643122876510524}\n"
     ]
    }
   ],
   "source": [
    "print(best)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<hyperopt.base.Trials object at 0x000001DD2A5D2F28>\n"
     ]
    }
   ],
   "source": [
    "print(trails)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'state': 2, 'tid': 0, 'spec': None, 'result': {'loss': 0.013903989741353383, 'status': 'ok'}, 'misc': {'tid': 0, 'cmd': ('domain_attachment', 'FMinIter_Domain'), 'workdir': None, 'idxs': {'x': [0]}, 'vals': {'x': [-0.11791518028376746]}}, 'exp_key': None, 'owner': None, 'version': 0, 'book_time': datetime.datetime(2018, 10, 23, 1, 42, 56, 885000), 'refresh_time': datetime.datetime(2018, 10, 23, 1, 42, 56, 886000)}\n",
      "\n",
      "\n",
      "{'state': 2, 'tid': 1, 'spec': None, 'result': {'loss': 0.2788843013852617, 'status': 'ok'}, 'misc': {'tid': 1, 'cmd': ('domain_attachment', 'FMinIter_Domain'), 'workdir': None, 'idxs': {'x': [1]}, 'vals': {'x': [0.5280949738307132]}}, 'exp_key': None, 'owner': None, 'version': 0, 'book_time': datetime.datetime(2018, 10, 23, 1, 42, 56, 886000), 'refresh_time': datetime.datetime(2018, 10, 23, 1, 42, 56, 886000)}\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for trail in trails.trials[:2]:\n",
    "    print(trail)\n",
    "    print('\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可视化trails"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pylab as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1dd2ea29b00>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1)\n",
    "xs = [t['tid'] for t in trails.trials]\n",
    "ys = [t['misc']['vals']['x'] for t in trails.trials]\n",
    "ax.set_xlim(xs[0]-10, xs[-1]+10)\n",
    "ax.scatter(xs, ys, s=20, linewidth=0.01, alpha=0.75)\n",
    "ax.set_title('$x$ $vs$ $t$ ', fontsize=18)\n",
    "ax.set_xlabel('$t$', fontsize=16)\n",
    "ax.set_ylabel('$x$', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEgCAYAAABxQp66AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmdnIHEzMzGxk/x/lceH/T6tmywAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1dd2e9af438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEfCAYAAACwF+reAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1dd2ea8d5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1)\n",
    "xs = [t['misc']['vals']['x'] for t in trails.trials]\n",
    "ys = [t['result']['loss'] for t in trails.trials]\n",
    "ax.scatter(xs, ys, s=20, linewidth=0.01, alpha=0.75)\n",
    "ax.set_title('$val$ $vs$ $x$ ', fontsize=18)\n",
    "ax.set_xlabel('$x$', fontsize=16)\n",
    "ax.set_ylabel('$val$', fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### K近邻 iris数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn import datasets\n",
    "import sklearn\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.model_selection import cross_val_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "iris = datasets.load_iris()\n",
    "x = iris.data\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def hyperopt_trial_test(param):\n",
    "    clf = KNeighborsClassifier(**param)\n",
    "    return cross_val_score(clf,x,y).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "spaceKnn={\n",
    "    'n_neighbors':hp.choice('n_neighbors',range(1,50))\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def f(param):\n",
    "    acc = hyperopt_trial_test(param)\n",
    "    return {'loss':-acc,'status':STATUS_OK}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "trials = Trials()\n",
    "best = fmin(fn = f,algo=tpe.suggest,max_evals=100,space=spaceKnn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'n_neighbors': 4}\n"
     ]
    }
   ],
   "source": [
    "print(best)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### KNN数据归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import normalize,scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def hyperopt_trail_test_normal(param):\n",
    "    X_ = x[:]\n",
    "    if 'normal' in param:\n",
    "        if param['normal'] == 1:\n",
    "            normalize(X_)\n",
    "        del param['normal']\n",
    "    if 'scale' in param:\n",
    "        if param['scale'] == 1:\n",
    "            scale(X_)\n",
    "        del param['scale']\n",
    "    \n",
    "    clf = KNeighborsClassifier(**param)\n",
    "    return cross_val_score(clf,X_,y).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "spaceKNN = {\n",
    "    'n_neighbors':hp.choice('n_neighbors',range(1,50)),\n",
    "    'normal':hp.choice('normal',{0,1}),\n",
    "    'scale':hp.choice('scale',(0,1))\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def f2(param):\n",
    "    acc = hyperopt_trail_test_normal(param)\n",
    "    return {'loss':-acc,'status':STATUS_OK}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "trials = Trials()\n",
    "best = fmin(fn = f2,algo=tpe.suggest,max_evals=100,space=spaceKNN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'n_neighbors': 4, 'normal': 0, 'scale': 0}\n"
     ]
    }
   ],
   "source": [
    "print(best)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多个模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.naive_bayes import BernoulliNB\n",
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "space = hp.choice(\"classifier_type\",[{\n",
    "    'type':'naive_bayes',\n",
    "    'alpha':hp.uniform('alpha',0,1)\n",
    "},{\n",
    "    'type':'knn',\n",
    "    'n_neighbors':hp.choice('n_neighbors',range(1,50))\n",
    "},\n",
    "{\n",
    "        'type': 'svm',\n",
    "        'C': hp.uniform('C', 0, 10.0),\n",
    "        'kernel': hp.choice('kernel', ['linear', 'rbf']),\n",
    "        'gamma': hp.uniform('gamma', 0, 20.0)\n",
    "    }])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'n_neighbors': 21, 'type': 'knn'}\n",
      "{'n_neighbors': 22, 'type': 'knn'}\n",
      "{'alpha': 0.9057180651154106, 'type': 'naive_bayes'}\n",
      "{'alpha': 0.6742820360301562, 'type': 'naive_bayes'}\n",
      "{'n_neighbors': 17, 'type': 'knn'}\n"
     ]
    }
   ],
   "source": [
    "for i in range(5):\n",
    "    print(hyperopt.pyll.stochastic.sample(space))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def trail_test(params):\n",
    "    t = params['type']\n",
    "    del params['type']\n",
    "    \n",
    "    if t == 'knn':\n",
    "        clf = KNeighborsClassifier(**params)\n",
    "    elif t == 'naive_bayes':\n",
    "        clf = BernoulliNB(**params)\n",
    "    elif t == 'svm':\n",
    "        clf = SVC(**params)\n",
    "    else:\n",
    "        return 0\n",
    "    \n",
    "    return cross_val_score(clf,x,y).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "count = 0\n",
    "best = 0\n",
    "def f(params):\n",
    "    global best, count\n",
    "    val = trail_test(params.copy())\n",
    "    if val > best:\n",
    "        print('new best:{} using {}'.format( val,params['type']))\n",
    "        best = val\n",
    "    if count %50 == 0:\n",
    "        print ('iters:{} acc:{} using:{}'.format( count, val, params))\n",
    "    return {'loss':-val,'status':STATUS_OK}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new best:0.3333333333333333 using naive_bayes\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9478170980850283, 'type': 'naive_bayes'}\n",
      "new best:0.9342320261437909 using knn\n",
      "iters:0 acc:0.9342320261437909 using:{'n_neighbors': 35, 'type': 'knn'}\n",
      "iters:0 acc:0.9342320261437909 using:{'n_neighbors': 35, 'type': 'knn'}\n",
      "new best:0.9738562091503268 using svm\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.150626673027607, 'gamma': 18.79772564234263, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9138071895424836 using:{'n_neighbors': 41, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.7884806484395197, 'gamma': 4.465851102932438, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 2.7309665803859073, 'gamma': 9.69006776047377, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5387836990969933, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9342320261437909 using:{'n_neighbors': 35, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.7717287358104007, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9142156862745098 using:{'C': 8.466801322453165, 'gamma': 15.790675635689377, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9165395973422977, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.4418129139397088, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 7, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.526103962910762, 'gamma': 11.372202330667447, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9157743688897971, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 22, 'type': 'knn'}\n",
      "iters:0 acc:0.9142156862745098 using:{'C': 5.004929844859363, 'gamma': 16.04954834018368, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.24510639755037777, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.123228318505166, 'gamma': 1.1824744877913562, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9203431372549019 using:{'n_neighbors': 38, 'type': 'knn'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9669117647058824 using:{'n_neighbors': 14, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.40169816857447316, 'gamma': 19.893093890059777, 'kernel': 'linear', 'type': 'svm'}\n",
      "new best:0.9799836601307189 using svm\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.4730781154495129, 'gamma': 19.809577936171912, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.34925915088947157, 'gamma': 19.43587708534799, 'kernel': 'linear', 'type': 'svm'}\n",
      "new best:0.9869281045751634 using svm\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5751265464198863, 'gamma': 16.6558697980324, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9151984567369343, 'gamma': 14.171898754577368, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8208854037926652, 'gamma': 11.809823160567294, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.966381514642482, 'gamma': 8.932619773062257, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.333028462258868, 'gamma': 7.71670695143562, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.0599159715283135, 'gamma': 12.405080463934242, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.684410028837142, 'gamma': 6.264009043677885, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 4.722349246533117, 'gamma': 16.66967602383874, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 9.558471573571266, 'gamma': 13.417412078809795, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3954983798181488, 'gamma': 17.267742454206108, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.140598063179585, 'gamma': 17.31887233399639, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.676062091503268 using:{'C': 0.012222528953238276, 'gamma': 17.972592475893897, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.1118816328756758, 'gamma': 14.703373572545642, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 10, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.07650609015286125, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.4539436182964955, 'gamma': 9.495470130745545, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 7.713954421135721, 'gamma': 11.619328646003916, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.020028074292075593, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 26, 'type': 'knn'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 2.4504373133979964, 'gamma': 3.4015864876669024, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.6788268535250903, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0699245283893477, 'gamma': 18.56891780131301, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503269 using:{'n_neighbors': 11, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.656155081627295, 'gamma': 17.466237410412123, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.2584898301103843, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.157964571599279, 'gamma': 14.438646688554039, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 31, 'type': 'knn'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 3.3048989016543895, 'gamma': 8.659744073767792, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.22193309105939868, 'type': 'naive_bayes'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 4.306832725838078, 'gamma': 10.868486438089583, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 20, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0794665396829, 'gamma': 6.114198423861891, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.8040643541216363, 'gamma': 3.783324342239, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.4460498310898405, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9138071895424836 using:{'C': 0.0024437464453328506, 'gamma': 15.106384342654675, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9407679738562091 using:{'n_neighbors': 33, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.102269405396093, 'gamma': 0.7698739356723232, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9407679738562091 using:{'C': 8.04003257900426, 'gamma': 12.595874391672773, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.6796676656262202, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.615128232591161, 'gamma': 13.40709760820235, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.4937746000539827, 'gamma': 6.0234732201859895, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1921664381262733, 'gamma': 18.804623728058804, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.718251752964431, 'gamma': 1.8849610573477076, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3072238475405498, 'gamma': 18.720100015039403, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 3.7496511368747347, 'gamma': 5.248212679972052, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.618279074790244, 'gamma': 7.57999114862764, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.12129436261717608, 'gamma': 19.003322434822458, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1040647709886613, 'gamma': 19.77099919971712, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9725856233340886, 'gamma': 15.809649156131957, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2376259166192236, 'gamma': 10.724888825324804, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.1983296375816535, 'gamma': 8.504257696008972, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9133986928104575 using:{'n_neighbors': 43, 'type': 'knn'}\n",
      "iters:0 acc:0.960375816993464 using:{'C': 1.7823261220802071, 'gamma': 10.150473778024713, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.47923968463049404, 'gamma': 16.911932647511748, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 4.737054236986611, 'gamma': 2.3120345067871195, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.07977288040890396, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.354676091779295, 'gamma': 6.709843552012484, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'n_neighbors': 3, 'type': 'knn'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.655372494177407, 'gamma': 4.79421459257911, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.9532692013170645, 'gamma': 17.81974668374236, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.3375585805986713, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 21, 'type': 'knn'}\n",
      "iters:0 acc:0.8880718954248367 using:{'C': 9.756639468485348, 'gamma': 18.33460613692018, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.535044949650359, 'gamma': 16.42168942341963, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.9634675797443855, 'gamma': 12.084587790711092, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.22520009595235768, 'gamma': 13.191023677660091, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.7704257245773589, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9669117647058824 using:{'n_neighbors': 12, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3453934045224343, 'gamma': 19.038983209496344, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.8435934651968398, 'gamma': 4.737748168820308, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.692982786127189, 'gamma': 7.108284200067872, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5666180089586924, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 8.9224790538025, 'gamma': 15.498817421529779, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.217311601888189, 'gamma': 3.299697596671157, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 9, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 3.576320661782273, 'gamma': 5.574141545556026, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.99929936815783, 'gamma': 9.376431500118796, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.15078910125086825, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7048926344303966, 'gamma': 14.757919158988539, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 2.961454189537861, 'gamma': 8.291469651756165, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 4.602940197553098, 'gamma': 17.32874096692951, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5061651043573772, 'gamma': 2.103374086096032, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.414730078972667, 'gamma': 19.886096411936332, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.3886869814011315, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.4882567747425535, 'gamma': 14.040184183907535, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.3163755524868448, 'gamma': 19.34393511772428, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.012988116755876, 'gamma': 0.3342607003531102, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 25, 'type': 'knn'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 28, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 13, 'type': 'knn'}\n",
      "iters:0 acc:0.8999183006535948 using:{'n_neighbors': 44, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.990960070088845, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 4, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 6, 'type': 'knn'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 29, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'n_neighbors': 1, 'type': 'knn'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 6.94768737994095, 'gamma': 9.992412482414448, 'kernel': 'rbf', 'type': 'svm'}\n",
      "new best:0.9934640522875817 using svm\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4285310324852747, 'gamma': 1.5253728423598396, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 19, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2960334617417757, 'gamma': 13.834053309652104, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.393202952567621, 'gamma': 12.763738562451415, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 5.003651537473273, 'gamma': 11.023668228363663, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9199346405228758 using:{'C': 0.012804379103199759, 'gamma': 1.4037298680699501, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9064542483660131 using:{'n_neighbors': 47, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.8142705824908464, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.756037325853689, 'gamma': 11.59093567468105, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.8716527316673766, 'gamma': 2.8726935481519416, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.4970201136764745, 'gamma': 15.19752549976484, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.6578496227772177, 'type': 'naive_bayes'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 5.795752447641692, 'gamma': 3.7865773873092405, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.7945261437908496 using:{'C': 0.5238718988367628, 'gamma': 16.184668063374264, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.1705758310642276, 'gamma': 0.2242316462891054, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.361257267776688, 'gamma': 17.824196441443423, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9534313725490197 using:{'n_neighbors': 2, 'type': 'knn'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 17, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.00228613283705692, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9799836601307189 using:{'n_neighbors': 8, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.067742554673853, 'gamma': 16.974976576769926, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9529471543356651, 'gamma': 18.28395264557716, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8855224661424983, 'gamma': 7.75438395048214, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.742407780394837, 'gamma': 7.16977804248445, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8374876376152992, 'gamma': 15.95465418521491, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5817491415563394, 'gamma': 10.303652646383894, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0094479541034476, 'gamma': 0.06589942340148247, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.7217412806068397, 'gamma': 1.0800599308156564, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8999183006535948 using:{'n_neighbors': 46, 'type': 'knn'}\n",
      "iters:0 acc:0.8868464052287582 using:{'n_neighbors': 48, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.239776342089015, 'gamma': 14.030429091655389, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 1.0015279568379376, 'gamma': 4.0316796435327875, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9072712418300654 using:{'n_neighbors': 45, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.3848807853914247, 'gamma': 8.954672605124477, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4314611955706382, 'gamma': 19.250936810602585, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.19280374846316217, 'gamma': 17.27751340381178, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2163879603897705, 'gamma': 2.8809693563743224, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3622156646493344, 'gamma': 6.444781799194088, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 3.591710947514506, 'gamma': 5.478977581091951, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 16, 'type': 'knn'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5117282385195137, 'gamma': 1.715572317949125, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.6061550566182825, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.605583361108361, 'gamma': 4.767653069627277, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.628520435694013, 'gamma': 11.975634989174269, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9407679738562091 using:{'C': 2.8803183950111606, 'gamma': 13.000843621520163, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9041673995490127, 'gamma': 0.7836967692751453, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8025690768675744, 'gamma': 18.27063626182689, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9064542483660131 using:{'n_neighbors': 49, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7784191792548312, 'gamma': 19.500985105360297, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.8547808689046935, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 30, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.224766162984164, 'gamma': 14.595992098733726, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.335075550195351, 'gamma': 16.468679250620333, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9272875816993463 using:{'n_neighbors': 36, 'type': 'knn'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9738562091503268 using:{'C': 9.324192971944855, 'gamma': 19.16390046262113, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'C': 4.308816817671903, 'gamma': 12.389328098481517, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.32623174686366696, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.4281455699824215, 'gamma': 13.662743826096497, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.194906410748916, 'gamma': 11.13370549015103, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 7.754014049195403, 'gamma': 2.5046071860129677, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 3.4157939721024966, 'gamma': 10.617965986387958, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.15821309245023008, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9407679738562091 using:{'C': 0.025522727146326307, 'gamma': 18.89339513960085, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.010985238341883, 'gamma': 19.85281657485584, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6385821675487036, 'gamma': 4.429895544930655, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9203431372549019 using:{'n_neighbors': 40, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.90728671350056, 'gamma': 5.871248241533103, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.4744712546945413, 'gamma': 9.140423417176205, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9734477124183006 using:{'C': 6.71236448374958, 'gamma': 7.784482984422895, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 18, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1300003075790834, 'gamma': 15.50164666539442, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.4997380342047457, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 27, 'type': 'knn'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 23, 'type': 'knn'}\n",
      "iters:0 acc:0.9203431372549019 using:{'n_neighbors': 39, 'type': 'knn'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 32, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.9942606827230085, 'gamma': 2.200880736291439, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 24, 'type': 'knn'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.095738238912152, 'gamma': 13.724182283366655, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1499370537220965, 'gamma': 14.313674265581898, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.05349881653623, 'gamma': 1.515875857973551, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.7597093408773556, 'type': 'naive_bayes'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6240441412596681, 'gamma': 18.35290947290401, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.477430077643254, 'gamma': 15.174282974274545, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.920751633986928 using:{'C': 4.735675945744979, 'gamma': 14.963732767840074, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 7, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.2008682157252114, 'gamma': 0.26394960393854666, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8818049339254638, 'gamma': 16.899657279532878, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7750359837829415, 'gamma': 6.5822134919158914, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5027325499899092, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3027654090141834, 'gamma': 9.700673791896895, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.920751633986928 using:{'n_neighbors': 37, 'type': 'knn'}\n",
      "iters:0 acc:0.9473039215686274 using:{'C': 0.020229686540552683, 'gamma': 3.272534295505708, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9142156862745098 using:{'C': 2.232908837688449, 'gamma': 15.60603759617147, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.819580777542031, 'gamma': 18.609014895476435, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 8.534767404374513, 'gamma': 17.792151880035043, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'n_neighbors': 15, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9369588737436982, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9068627450980392 using:{'n_neighbors': 42, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.7202000415793046, 'gamma': 16.889206164060756, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9342320261437909 using:{'n_neighbors': 34, 'type': 'knn'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.1038942455281324, 'gamma': 0.6751914692720151, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.8610374087826338, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.447905774872041, 'gamma': 19.97486897477485, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9138071895424836 using:{'n_neighbors': 41, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 4.369543518578004, 'gamma': 7.103616056499936, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.5655505825421656, 'gamma': 0.6659194355623448, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.3269249422213161, 'type': 'naive_bayes'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0655704004026036, 'gamma': 11.676117620015443, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7861590449821758, 'gamma': 4.308301724948139, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.2904479297709137, 'gamma': 16.20496914828057, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 3.1060898536480543, 'gamma': 8.365606982270094, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.4494380019387565, 'gamma': 12.279398550449342, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 26, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.128686943493807, 'gamma': 9.641852184894809, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.4369745034970813, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 22, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.401541304315635, 'gamma': 10.23248199595017, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.5680146810121257, 'gamma': 19.48110440548135, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.353767933300375, 'gamma': 1.8947581965006144, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 7.388977253276593, 'gamma': 5.078363327496627, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.565167186160004, 'gamma': 12.826799975714668, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 21, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9913820466947305, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 2.009856040705054, 'gamma': 3.732859492521022, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.939730653320386, 'gamma': 17.50597047404628, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9342320261437909 using:{'n_neighbors': 35, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3533741149763066, 'gamma': 4.387067652044961, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 9, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7593995617787057, 'gamma': 19.3600902397594, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 1.0003562808101503, 'gamma': 18.10231911689666, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.7365196078431372 using:{'C': 0.01766929703983, 'gamma': 13.244653909415549, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9931828854734532, 'gamma': 17.511791143490754, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.2498026309986505, 'gamma': 2.881937751758624, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2330606560072845, 'gamma': 18.85974084807439, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.7314601387326596, 'type': 'naive_bayes'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6436773412874257, 'gamma': 6.12987522516726, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4041866537404386, 'gamma': 8.74030943579253, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5655573541919576, 'gamma': 1.101768942284504, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058824 using:{'n_neighbors': 14, 'type': 'knn'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 2.28723672885423, 'gamma': 8.104717327129709, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.5966305667246803, 'gamma': 8.968138210053512, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8302480410373523, 'gamma': 11.301454508396695, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4529477649327989, 'gamma': 3.4261288095045366, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.2772200767378563, 'gamma': 2.560887312842496, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8799864539378615, 'gamma': 7.308261958208694, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6635504285404776, 'gamma': 14.507891546162522, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.4278103829802253, 'gamma': 10.466209603487163, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.122519330816481, 'gamma': 5.628283046597335, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7168659204485114, 'gamma': 16.03106041103719, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 2.725587804777725, 'gamma': 11.96068261560945, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.139163357328324, 'gamma': 1.5089124209347309, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5085371573336022, 'gamma': 3.4869641351106226, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.6175951928690218, 'gamma': 3.4102529557621946, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9727372725978324, 'gamma': 18.330383582900435, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1433339264626547, 'gamma': 3.989540958150622, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2648464285708125, 'gamma': 5.080680290954291, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9203431372549019 using:{'n_neighbors': 38, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.41595908031537254, 'gamma': 17.00246211964116, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9171131237655286, 'gamma': 19.89538867010208, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.940930099278741, 'gamma': 0.05236875225312132, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.08772755291993573, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9407679738562091 using:{'C': 0.022975501405443577, 'gamma': 7.333185948716176, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503269 using:{'n_neighbors': 11, 'type': 'knn'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7515186329672039, 'gamma': 14.203485943382418, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.6695261437908497 using:{'C': 0.1845457471744807, 'gamma': 18.599518668045825, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7244273350600592, 'gamma': 8.005385843746696, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.140632091352312, 'gamma': 9.727563476028621, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.4162191128160835, 'gamma': 16.569059459939435, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.6167720949172381, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9213513250540224, 'gamma': 8.510596818941815, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.527397265141639, 'gamma': 13.632810730896129, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.820780293281512, 'gamma': 2.122077105313667, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.7949346405228758 using:{'C': 0.44898943627035925, 'gamma': 15.697916010565693, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.292438445166307, 'gamma': 12.44141581235751, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3548629554740066, 'gamma': 6.643421144188701, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.19116533414771392, 'type': 'naive_bayes'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 3.472991972937085, 'gamma': 10.804988880405332, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3635199038574644, 'gamma': 4.5200980915616364, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 10, 'type': 'knn'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9774889232047889, 'gamma': 11.364744007748381, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 4.8897296229073195, 'gamma': 9.382751349195637, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9133986928104575 using:{'n_neighbors': 43, 'type': 'knn'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6256447956580251, 'gamma': 5.8072146488017315, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.8879259799764765, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.089289642871161, 'gamma': 0.86201741907357, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.12102813285632, 'gamma': 14.831468111329992, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6106839697387363, 'gamma': 6.732448309707864, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6492379256728946, 'gamma': 5.086516463702399, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7558554058788798, 'gamma': 6.252526755161026, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9803921568627452 using:{'n_neighbors': 3, 'type': 'knn'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 2.8593294700662097, 'gamma': 3.018900405188453, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058824 using:{'n_neighbors': 12, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0256105314323345, 'gamma': 19.34118602809873, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.2917128692966395, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.780533908714287, 'gamma': 6.902312060528995, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.539861597473444, 'gamma': 8.771851401365423, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.3138476955888416, 'gamma': 17.93541554039209, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 0.04516104828863199, 'gamma': 1.9433411018893956, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.35147737788284594, 'gamma': 16.552532834105165, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.3554878753106108, 'gamma': 5.424857077287923, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 31, 'type': 'knn'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.11508179453445289, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8518939190333892, 'gamma': 8.061029885821892, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4429723274091344, 'gamma': 15.292556453031066, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2427540611690158, 'gamma': 2.6664947001330273, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7004420131115373, 'gamma': 19.689099095082916, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.0578314536859335, 'gamma': 7.546048386418365, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.166913312065417, 'gamma': 9.952610722587902, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2433907449162072, 'gamma': 4.3308931043446846, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.3975879480074224, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 9.042147771791987, 'gamma': 1.3347955523607515, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 8.195344497908646, 'gamma': 4.791635632181393, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8999183006535948 using:{'n_neighbors': 44, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 7.296013355524025, 'gamma': 19.76369611003856, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 4, 'type': 'knn'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.749960917635055, 'gamma': 9.365796806559702, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.23358689501025842, 'gamma': 2.3653768753944573, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.04050359750719823, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4807131548082433, 'gamma': 12.82780987844255, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.217824981689064, 'gamma': 18.951637411497117, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9272875816993463 using:{'C': 1.6705394967911475, 'gamma': 14.351393747789754, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8579949835106281, 'gamma': 0.41515101735491045, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.4908731008077465, 'gamma': 16.000481721399396, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.90967147912684, 'gamma': 5.992616233622959, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.102426002169736, 'gamma': 17.662719752207973, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.7099004926950446, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.6492645469445497, 'gamma': 8.585621504165376, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.5556763451948075, 'gamma': 7.5701157143421085, 'kernel': 'rbf', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9473039215686274 using:{'C': 0.032632741345406835, 'gamma': 3.6736349696433335, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 20, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1959563188895386, 'gamma': 1.7620504017538596, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8439852967709778, 'gamma': 6.474539963964846, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.204099629567271, 'gamma': 6.300932287185436, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5579233289772815, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6551693619385076, 'gamma': 11.75034876771867, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.21771722806715665, 'gamma': 11.131688006795704, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 9.786032045084525, 'gamma': 10.65391160352047, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9407679738562091 using:{'C': 2.831986427388463, 'gamma': 12.490391081214632, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9508874726747675, 'gamma': 3.885270319344179, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 25, 'type': 'knn'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 28, 'type': 'knn'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 29, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 6, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.8236917282479044, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.450488767212777, 'gamma': 17.292775374889935, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2744302114866595, 'gamma': 4.375534467530878, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9888941109035356, 'gamma': 5.298556949096213, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6769011584729474, 'gamma': 1.1373480874365949, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 19, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1849268645985838, 'gamma': 0.2756535650813152, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8149509803921569 using:{'C': 0.5389408479910123, 'gamma': 14.859615292742728, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.522606541803644, 'gamma': 13.232428222109165, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 13, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'n_neighbors': 1, 'type': 'knn'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 17, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.2141859736041033, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8852863996573721, 'gamma': 9.892590003455377, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.61866911776015, 'gamma': 9.01584803784276, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.4898865070016196, 'gamma': 18.190916134553454, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9407679738562091 using:{'n_neighbors': 33, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.0472469312045583, 'gamma': 7.07235783361838, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 2.658484757550346, 'gamma': 8.05604977618053, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.49998735877833556, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.38302855894811505, 'gamma': 1.018436787931013, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8999183006535948 using:{'n_neighbors': 46, 'type': 'knn'}\n",
      "iters:0 acc:0.9534313725490197 using:{'n_neighbors': 2, 'type': 'knn'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.8659541116590554, 'gamma': 10.414944069450957, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.415197405749694, 'gamma': 19.359218960657962, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9072712418300654 using:{'n_neighbors': 45, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9112825453770297, 'gamma': 10.279165518049497, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.354662403668055, 'gamma': 12.034946205200807, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1044239204946171, 'gamma': 13.992034911100035, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4835239999438263, 'gamma': 12.839272362243243, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5363311879358788, 'gamma': 11.367375144990595, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1352454545592612, 'gamma': 9.978325385169992, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8975605479444808, 'gamma': 11.679080323208836, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7946334843351541, 'gamma': 9.288561622411352, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.07909364628601, 'gamma': 8.834636194648287, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6276806213883399, 'gamma': 13.46925088579834, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.14608969863809995, 'gamma': 16.805474120146037, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.24511138958081, 'gamma': 2.976083226747808, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.004385996389991, 'gamma': 0.041619933803250575, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7123283490357233, 'gamma': 2.2137327949374597, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.5087452303656197, 'gamma': 0.5556790121260706, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9064542483660131 using:{'n_neighbors': 47, 'type': 'knn'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 16, 'type': 'knn'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.734202589915738, 'gamma': 4.779449248155632, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.8638299901914137, 'gamma': 7.36496340304439, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.36417593254017744, 'gamma': 17.166799969692413, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2347248779525914, 'gamma': 7.788253011748672, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3262774295296598, 'gamma': 16.29444264405424, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0489510064012753, 'gamma': 5.4131049194042, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.1461206482817996, 'gamma': 10.97441264652966, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9738562091503268 using:{'C': 2.466257435128603, 'gamma': 1.6218675964119331, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3642531716934287, 'gamma': 3.231339386719997, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9552903907044272, 'gamma': 3.1051083136536484, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8880718954248367 using:{'C': 3.3814617565074316, 'gamma': 18.509906658676186, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8132552569185296, 'gamma': 2.528898925511034, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'C': 0.018412661437308575, 'gamma': 10.56437345252109, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9572631699929006, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7134225901718546, 'gamma': 6.813921961491487, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4868249270800347, 'gamma': 8.26099637210995, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8868464052287582 using:{'n_neighbors': 48, 'type': 'knn'}\n",
      "iters:0 acc:0.9799836601307189 using:{'n_neighbors': 8, 'type': 'knn'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.5190711123451549, 'gamma': 4.084229554188507, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.693392100043055, 'gamma': 19.939607080983194, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.3828288826328152, 'gamma': 0.05600765826078913, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9064542483660131 using:{'n_neighbors': 49, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.26676936433416576, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.246675744445167, 'gamma': 12.207851507574809, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9203431372549019 using:{'n_neighbors': 40, 'type': 'knn'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 30, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5841524138517278, 'gamma': 15.271691377178596, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0210459663436058, 'gamma': 9.534083833900933, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3785541946575401, 'gamma': 1.1200384240262848, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.2407217235839727, 'gamma': 13.01258568812231, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7695513580334494, 'gamma': 17.924406855107165, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.700422516331664, 'gamma': 15.576536018969765, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.8880718954248367 using:{'C': 2.951409176888486, 'gamma': 19.22275477561247, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6261264062220564, 'gamma': 10.33663345971592, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.04253214888899226, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.9203431372549019 using:{'n_neighbors': 39, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.948337031043887, 'gamma': 18.53324182795975, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0739053133421563, 'gamma': 11.0191041229983, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 18, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.2882647476757203, 'gamma': 1.5004582375264057, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.6347415244157013, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.8824970032034667, 'gamma': 7.862136928723015, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3136487241402808, 'gamma': 13.861295360038554, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.6572154175155926, 'gamma': 5.951200287498422, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9272875816993463 using:{'n_neighbors': 36, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.803591892921509, 'gamma': 2.7263854624745925, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.051787813738129, 'gamma': 12.695112882987763, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8455675253533588, 'gamma': 10.091959060446648, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 27, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3073264887490783, 'gamma': 3.298113290754115, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.3618539014700798, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.874571764961028, 'gamma': 8.431387799460234, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9138071895424836 using:{'C': 0.008095725346194405, 'gamma': 14.74777876185684, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 9.984853812646818, 'gamma': 18.867167683687747, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.4477232132538719, 'gamma': 17.624017031923252, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 5.269895653048155, 'gamma': 4.923520333050358, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9138071895424836 using:{'C': 0.004090863295283631, 'gamma': 9.547959424677211, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.811275154046876, 'gamma': 11.655286877076566, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.8262575336807068, 'gamma': 3.851239983313739, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.105739918006158, 'gamma': 5.751950276257135, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6342398003658516, 'gamma': 0.6479148359726995, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0832295722671428, 'gamma': 13.480288334108879, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0546284807582786, 'gamma': 8.946668273192962, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.46387965852722557, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.694406973731825, 'gamma': 15.842092629528786, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 32, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.53418568134685, 'gamma': 1.9972066330964928, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 1.8519547056766479, 'gamma': 8.286173506018248, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 24, 'type': 'knn'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.1669354424711824, 'gamma': 10.684206993042178, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.5381640608210466, 'gamma': 17.21845934142156, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.8047315041369871, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.5573410142848907, 'gamma': 7.111462834710874, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2266152450006247, 'gamma': 12.268230399788647, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 23, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.217426962189422, 'gamma': 16.574980371705415, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.955141847840048, 'gamma': 5.576812609691536, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.476142155873175, 'gamma': 14.335939849837363, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'n_neighbors': 15, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.3224281239174951, 'gamma': 6.346030290807363, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6613360448171994, 'gamma': 13.058446317325247, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8886946989878596, 'gamma': 14.975193929810057, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.14422315319936713, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.920751633986928 using:{'n_neighbors': 37, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3880032434219112, 'gamma': 1.4953319929510935, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9068627450980392 using:{'n_neighbors': 42, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6425947066078903, 'gamma': 10.29020449442408, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.982077329428436, 'gamma': 11.181994553543344, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.875 using:{'C': 2.0021017631351645, 'gamma': 19.923010653177787, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 4.604755554608521, 'gamma': 9.16451701142019, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3903475936737553, 'gamma': 1.0905606005875619, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.7759673492844668, 'gamma': 3.6919516363510922, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 2.592139013950311, 'gamma': 11.612890722365563, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.41155544121457405, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.373758862442621, 'gamma': 7.626252785056633, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1201801122669568, 'gamma': 4.62143206142818, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.23716018806786665, 'gamma': 4.230502449522062, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8250094395599388, 'gamma': 6.72642535404802, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8815359477124183 using:{'C': 2.247515251170917, 'gamma': 19.413140159059882, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.762793903556326, 'gamma': 17.939720016870094, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.0013108978108797298, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9342320261437909 using:{'n_neighbors': 34, 'type': 'knn'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 7.451854282416536, 'gamma': 9.645501708854427, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7636874096661963, 'gamma': 2.31978851148998, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9698909024281581, 'gamma': 12.167700771334763, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.0853381814544445, 'gamma': 16.19335806083391, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.204956162091762, 'gamma': 10.09548504054052, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9138071895424836 using:{'n_neighbors': 41, 'type': 'knn'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.45999063851886623, 'gamma': 15.542671104192491, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9730392156862746 using:{'C': 0.16909323614503502, 'gamma': 1.8692701551038393, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 7, 'type': 'knn'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 22, 'type': 'knn'}\n",
      "iters:0 acc:0.9203431372549019 using:{'n_neighbors': 38, 'type': 'knn'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5712241970848386, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9669117647058824 using:{'n_neighbors': 14, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2571259580413405, 'gamma': 14.285576252864534, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5693344401167852, 'gamma': 10.766549905801794, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 8.725989269286925, 'gamma': 12.68472432417706, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4991740160732572, 'gamma': 13.444691590057648, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.658181763961245, 'gamma': 5.134456895398497, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1043156623032278, 'gamma': 13.45777331225926, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'C': 0.027463336386424286, 'gamma': 8.614605159009262, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.6872600382532532, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9272875816993463 using:{'C': 8.075093923515016, 'gamma': 14.182938172010308, 'kernel': 'rbf', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9738562091503268 using:{'C': 9.37974852791792, 'gamma': 2.701883584711716, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 10, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0730594752313305, 'gamma': 0.8430917340336516, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.4273084161997294, 'gamma': 4.557750984524892, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.881522542616915, 'gamma': 7.160583307595717, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.48072344600795314, 'gamma': 19.037746177624076, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.034831480565691, 'gamma': 0.018428370085980195, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.27908052374153813, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 26, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6942180698278877, 'gamma': 13.79690706172658, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 0.8431428382127144, 'gamma': 9.51358033477211, 'kernel': 'rbf', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9138071895424836 using:{'C': 0.0031743780208655092, 'gamma': 3.423670458792559, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.360107985171096, 'gamma': 16.798707634806906, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9342320261437909 using:{'n_neighbors': 35, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.828223285602176, 'gamma': 17.56429196276244, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503269 using:{'n_neighbors': 11, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.269873773878705, 'gamma': 8.991674986464652, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 31, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.180087521616704, 'gamma': 7.4768129347539904, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9037873433006032, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.2825523601687685, 'gamma': 18.13404143710744, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.83717405632994, 'gamma': 6.1502706838395085, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 3.562868420142223, 'gamma': 8.71571524493828, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.852991945083369, 'gamma': 18.731747635688706, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.3461300676611663, 'gamma': 11.830445007853807, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.0007797540518357, 'gamma': 8.347617525335126, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.5393209370933043, 'gamma': 11.14391335839722, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.7428271321426223, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.5989753373573236, 'gamma': 11.425476907702839, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 21, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4617964585303576, 'gamma': 7.881885010877614, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.257247657934668, 'gamma': 6.925865071536831, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 9, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9683262135549668, 'gamma': 6.561816813041567, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7069640258865668, 'gamma': 14.504573391804437, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7098452712471914, 'gamma': 15.324500259560871, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9282446371156874, 'gamma': 18.66117149805755, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.044313339214706, 'gamma': 0.4728920027128316, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2395710639000732, 'gamma': 14.776689384527963, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9983537197446158, 'gamma': 14.776251941516698, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.174221569648632, 'gamma': 1.3372911893499548, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'n_neighbors': 3, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.325561698639129, 'gamma': 5.56733525701066, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6905483330099496, 'gamma': 5.338843166144024, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7875096950961397, 'gamma': 5.152951025469244, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4494848392730273, 'gamma': 4.1082315982862365, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0468193465005855, 'gamma': 3.7781061397147635, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.221691406595671, 'gamma': 3.0083987991199352, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9407679738562091 using:{'n_neighbors': 33, 'type': 'knn'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8809175529125436, 'gamma': 5.872678058961322, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4380910444590607, 'gamma': 16.161606395543593, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6264315362202952, 'gamma': 10.816788729045372, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.2539660770519847, 'gamma': 7.736621253561533, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.5988752769189976, 'gamma': 9.08259175814569, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9732972479870401, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6528904902467767, 'gamma': 8.060828413886291, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.4054969440058054, 'gamma': 10.418036023860095, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.7577144636197373, 'gamma': 9.889050569827948, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.23980746721206803, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 25, 'type': 'knn'}\n",
      "iters:0 acc:0.9133986928104575 using:{'n_neighbors': 43, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.3723285539344027, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3898828017119451, 'gamma': 4.847350373897989, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0393577040875437, 'gamma': 12.497420187488483, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6714942479348143, 'gamma': 2.5317543927701287, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 28, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2000455740743217, 'gamma': 8.60555111347469, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 29, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5313420869046462, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.45961126506678274, 'gamma': 1.8896769856843403, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1635690027046712, 'gamma': 9.839179425414624, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.27375415278354676, 'gamma': 3.6012001913127647, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8769226412469429, 'gamma': 4.563543538319176, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5720265728043668, 'gamma': 16.395523351362677, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.1052193037794877, 'gamma': 0.21920551952682477, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 20, 'type': 'knn'}\n",
      "iters:0 acc:0.8999183006535948 using:{'n_neighbors': 44, 'type': 'knn'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 3.3177052466871793, 'gamma': 9.407204426651356, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.18609674802885545, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9473039215686274 using:{'C': 0.021241244676637905, 'gamma': 6.381232812720401, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8880718954248367 using:{'C': 4.086885528666215, 'gamma': 18.239369234263634, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9032816881859609, 'gamma': 0.6146355032576254, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.44170664773181, 'gamma': 1.6185087376230691, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058824 using:{'n_neighbors': 12, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 3.7970716304192926, 'gamma': 1.0524871071122839, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7615735457474151, 'gamma': 13.896022628869888, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 4, 'type': 'knn'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1517744460877415, 'gamma': 19.413912470218214, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.7869308382003233, 'gamma': 7.081908064663013, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.7965293038281055, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0696964744496538, 'gamma': 2.2627367815479627, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8790973364008738, 'gamma': 8.15675197962672, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3384047671519905, 'gamma': 6.196061062706827, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 6, 'type': 'knn'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.5326614115946507, 'gamma': 4.159468237173818, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.623447074768255, 'gamma': 0.3202126085893724, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0661530127956613, 'gamma': 0.7353559764389039, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2600105904246925, 'gamma': 15.591613715984982, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 13, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.9261090929184466, 'gamma': 19.765924275124306, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.644132029260497, 'gamma': 19.20591383821361, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8202212663059356, 'gamma': 7.297484284875105, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.576685950063227, 'gamma': 7.591721864652002, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.5003186849159933, 'gamma': 19.936046260873088, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.5314641899852584, 'gamma': 10.183746464606676, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.121804888863706, 'gamma': 10.710245024117759, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9251376060806948, 'gamma': 13.09578079145442, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.801399856797014, 'gamma': 6.9159503402321985, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6609563781133125, 'gamma': 9.09700951462773, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.13002081659653641, 'gamma': 12.181506422960716, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1979552225589263, 'gamma': 11.468725840275214, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.38175022916685464, 'gamma': 11.193322794262924, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'n_neighbors': 1, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.46900809655820436, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 1.234495171531011, 'gamma': 2.9212793189239368, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'n_neighbors': 5, 'type': 'knn'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7127171075657911, 'gamma': 9.961288807134856, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3272658199672693, 'gamma': 17.61606848997883, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5957010295543025, 'type': 'naive_bayes'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 19, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.30229946373490374, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4012800144661104, 'gamma': 3.3806579354439297, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.47578023643204, 'gamma': 5.129511712022903, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.20277167356711456, 'gamma': 3.2891565693508262, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9140657668421739, 'gamma': 2.6973659176688844, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.406460272965929, 'gamma': 1.9755983995750444, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3596406220197501, 'gamma': 2.1791175209089912, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8999183006535948 using:{'n_neighbors': 46, 'type': 'knn'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 3.0475354889322217, 'gamma': 3.359309842583312, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9072712418300654 using:{'n_neighbors': 45, 'type': 'knn'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.09008961843017715, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.577854299555891, 'gamma': 4.5050615295769765, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 17, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8971966496263624, 'gamma': 15.907478285177236, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0538136757743917, 'gamma': 2.4281441649737774, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.49391797697297257, 'gamma': 1.2425131249835684, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.990096974634365, 'gamma': 0.7320989778964403, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7930324338661493, 'gamma': 0.9800577248048015, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9199346405228758 using:{'C': 0.01340068329536126, 'gamma': 1.7242155118632905, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.271179030098342, 'gamma': 2.8822230699022593, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.5650638246819364, 'gamma': 6.202115254424386, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.480015089103238, 'gamma': 2.2989805753530916, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9064542483660131 using:{'n_neighbors': 47, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1238407275266984, 'gamma': 5.3543488933259376, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 7.778879432690914, 'gamma': 8.158443376659982, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7088432306730537, 'gamma': 8.696952014392998, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9921585208074967, 'gamma': 1.257947840129885, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 7.118271501875396, 'gamma': 5.623183323526485, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.6406799740474043, 'type': 'naive_bayes'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6518747179690707, 'gamma': 4.080916343825397, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.025912484582652, 'gamma': 0.08614120855827467, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 0.3956777561677187, 'gamma': 1.6822507253996042, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.6016856070475125, 'gamma': 9.246270101094517, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'n_neighbors': 8, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.308933023149927, 'gamma': 5.843446386450492, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7564734648816901, 'gamma': 16.62417879597332, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3818565948812673, 'gamma': 4.0261148420046, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4128597378771346, 'gamma': 3.622145425819908, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4912464882413827, 'gamma': 3.216756841099849, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.29783486477335464, 'gamma': 12.478276979424695, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0784723928694768, 'gamma': 3.6203550126088433, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.6016934532174271, 'gamma': 4.976659174243405, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8203843865829127, 'gamma': 6.538472951865957, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.9200748725131573, 'gamma': 10.507392065669192, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7841669652567838, 'gamma': 17.128128473150213, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4559998488541739, 'gamma': 13.29238452219187, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.293272705325435, 'gamma': 3.7555915455135747, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.3196290637925956, 'gamma': 4.753517546698997, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.040550079809038, 'gamma': 2.8056775483571634, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.387746940237866, 'gamma': 3.0615148797370537, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9064542483660131 using:{'n_neighbors': 49, 'type': 'knn'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9403594771241831 using:{'C': 0.08609922105603784, 'gamma': 2.5045384654194383, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8291354762596546, 'gamma': 2.038898780796729, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.5227183875273873, 'gamma': 4.323839185151362, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1453491613743179, 'gamma': 11.902659679811986, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9495440076273058, 'gamma': 12.022877929428308, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9199346405228758 using:{'C': 0.012237912825506347, 'gamma': 12.605731916846167, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.7743374785193207, 'gamma': 0.5104699696550754, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8868464052287582 using:{'n_neighbors': 48, 'type': 'knn'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 8.3945904245051, 'gamma': 1.641047942087067, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2136695684619014, 'gamma': 7.632231842344758, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.44115416957895814, 'gamma': 6.712545072113123, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 1.6007004288390358, 'gamma': 10.773059517255808, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.1581963505269903, 'gamma': 0.1959290861648512, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.615620918463076, 'gamma': 3.8282274475955624, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.8504501255283103, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3189359027266607, 'gamma': 1.1986369270341606, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.2772943571438535, 'gamma': 2.0959860171943023, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.18446742647659753, 'gamma': 18.746873145231117, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.665304516573625, 'gamma': 10.306961851321052, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1600988143021267, 'gamma': 9.668528922718783, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7927070975215551, 'gamma': 4.487345113453975, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.920751633986928 using:{'C': 1.3593826855203432, 'gamma': 14.601809741130555, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8893146496819402, 'gamma': 0.6067198651696479, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.115888648513082, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1105518037914128, 'gamma': 3.3095145698199673, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9165094403131786, 'gamma': 3.3272030986586225, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.046938123138012, 'gamma': 5.962831792273456, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.44978935082700755, 'gamma': 0.037133007656479755, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6022126663048284, 'gamma': 14.983517900429703, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5487196122319962, 'gamma': 4.949559230564193, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.875 using:{'C': 2.1392758139386787, 'gamma': 19.88317244140978, 'kernel': 'rbf', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6122996363040591, 'gamma': 2.879475356235642, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9534313725490197 using:{'n_neighbors': 2, 'type': 'knn'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.670340332547468, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3021220752972942, 'gamma': 4.274223854229318, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.361232202666745, 'gamma': 17.948420830338236, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7940677975819905, 'gamma': 11.60433184774996, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.6341220431885697, 'gamma': 9.49587261860326, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.26906262700416095, 'gamma': 7.3317704438205595, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0164918643048106, 'gamma': 15.074759185023028, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.4626778187848615, 'gamma': 3.9050959974160135, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2623910350849261, 'gamma': 12.950398179156355, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9346817798080336, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.8388214215926095, 'gamma': 1.616520200382264, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6249788350844572, 'gamma': 10.945390079169195, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.013234134469001, 'gamma': 11.313806701081367, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.372036865194665, 'gamma': 8.445022125296074, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.064081609056799, 'gamma': 6.190784446184947, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.022160406609477, 'gamma': 5.602044136238904, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.3579662707650171, 'gamma': 2.5119864657099527, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.469493763510865, 'gamma': 5.354825891190707, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.034930639967273414, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7480482114178209, 'gamma': 8.969281692200406, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9734477124183006 using:{'C': 1.9360581081588815, 'gamma': 6.828257259840769, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6381840427187515, 'gamma': 13.786792120169787, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 4.766939641753478, 'gamma': 15.99599231508298, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1303587344461827, 'gamma': 0.028431926996422163, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 0.24507123078442805, 'gamma': 1.7854451769661166, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9599673202614379 using:{'C': 0.047696235293814615, 'gamma': 1.4531089743617445, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9599673202614379 using:{'C': 0.04867768863655453, 'gamma': 2.241138814303844, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5342379478632837, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9669117647058824 using:{'C': 0.1694430878858062, 'gamma': 0.8871442277827863, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 0.59177647880059, 'gamma': 1.9734008121789692, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.8637321852572786, 'gamma': 3.5618247339017577, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.3328987416765046, 'gamma': 2.492520531465045, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 0.6490250610389318, 'gamma': 1.3974433181524648, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 1.12309944269251, 'gamma': 3.0619256674893016, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.47464295815569363, 'gamma': 0.827190627978176, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9599673202614379 using:{'C': 0.018421406526391015, 'gamma': 2.0002306519084985, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 0.7639525186785203, 'gamma': 1.2235408254113644, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 1.407155499837954, 'gamma': 2.7941049106959612, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 1.0373145055202286, 'gamma': 1.7516517471626671, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.9236656038939814, 'gamma': 7.848547949748219, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.8880718954248367 using:{'C': 1.2119672173990286, 'gamma': 18.44836088261455, 'kernel': 'rbf', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9734477124183006 using:{'C': 0.8739436283045393, 'gamma': 4.33839770703959, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7101492719334037, 'gamma': 2.567819544182526, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.4197827731332038, 'gamma': 4.690485124886395, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 1.52227619591921, 'gamma': 1.4207117198804853, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'C': 1.3001784714830917, 'gamma': 0.02485004481520825, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.9691763875174975, 'gamma': 0.8538809971684689, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 1.1247366582653284, 'gamma': 2.878768543381332, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 1.7738121290698603, 'gamma': 3.446582934682602, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9272875816993463 using:{'C': 2.2405854126793336, 'gamma': 14.35872249558097, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 1.9401346726137636, 'gamma': 3.8840677021477994, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 1.6120833525008373, 'gamma': 0.3466346734527326, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 2.491847611663301, 'gamma': 10.05236845920666, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.2899938341187649, 'gamma': 2.2111061774963217, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9203431372549019 using:{'n_neighbors': 39, 'type': 'knn'}\n",
      "iters:0 acc:0.9138071895424836 using:{'C': 0.5344420424830376, 'gamma': 0.002732196160946776, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.4694922693900074, 'gamma': 5.15014498301948, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7883537953895512, 'gamma': 3.3871458065087934, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7416010187279924, 'gamma': 1.7222267579841724, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9738562091503268 using:{'C': 2.25709534848518, 'gamma': 4.078581928505013, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'n_neighbors': 15, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9580234883968655, 'gamma': 0.41053251551976633, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.962413789874039, 'gamma': 0.93192111179969, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.777043223233275, 'gamma': 5.76450481247381, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4916074890923077, 'gamma': 5.614158256669609, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.2024501659050604, 'gamma': 3.181181586321875, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1383207712554004, 'gamma': 8.710038496115473, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 2.793034149627527, 'gamma': 8.351970772929576, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7267171346840403, 'gamma': 4.819385402380143, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.28717970752392, 'gamma': 2.5635906525778998, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.159476155006158, 'gamma': 2.561727432510641, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.4525493504921213, 'gamma': 2.0276978974216258, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9986566307598792, 'gamma': 11.988750394360222, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8549836601307189 using:{'C': 0.5944346610063179, 'gamma': 13.65217997254504, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.2024733184666121, 'gamma': 2.9766651657002776, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9987498050735355, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 16, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.4757294659900024, 'gamma': 0.026373649522065265, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 30, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3756727021612365, 'gamma': 3.8779923584947182, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6223860732873476, 'gamma': 4.4339284087537845, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9538398692810457 using:{'C': 0.02672753148740825, 'gamma': 1.0387201510885622, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 8.918321396997865, 'gamma': 1.433771499715672, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6515144334253666, 'gamma': 7.180590644547565, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1950688977869084, 'gamma': 4.7786868800002535, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0486423029941325, 'gamma': 10.393923480363357, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.835375816993464 using:{'C': 0.6483737770994752, 'gamma': 16.22078079512949, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.7081050824147637, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.38860676755877, 'gamma': 18.912366170786253, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8586607004211849, 'gamma': 2.137019714395721, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.032722643461085, 'gamma': 3.6120630325530807, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.67961669995906, 'gamma': 16.62455261065315, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9338235294117646 using:{'C': 0.3937427236112522, 'gamma': 7.528654565892651, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.716546535404011, 'gamma': 8.904116995870792, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7541697675511494, 'gamma': 15.239439522878598, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.945063077421474, 'gamma': 5.349414659747557, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.0026070479619626, 'gamma': 2.4577811770559674, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.43085965788523073, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9272875816993463 using:{'n_neighbors': 36, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 3.2501372339176164, 'gamma': 6.456990529897501, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9199346405228758 using:{'C': 0.013152319567684145, 'gamma': 3.531650596642222, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2419823279357516, 'gamma': 19.52765935008209, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3552456440267049, 'gamma': 3.1055371145083956, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.8607233504873633, 'gamma': 7.858093630762584, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8551260434410737, 'gamma': 8.228934537325635, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 1.5152159701144114, 'gamma': 9.284271813544239, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.79042769859959, 'gamma': 6.030087260871694, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.60545841105044, 'gamma': 7.959481712359013, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.093994469710675, 'gamma': 6.787558663650255, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.7715797869485772, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2458725797605443, 'gamma': 0.5397623643879541, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.4142539681996835, 'gamma': 1.8668147469951115, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.974963557274283, 'gamma': 4.079232886207821, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.87129282981065, 'gamma': 7.065655890608484, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9882963901465026, 'gamma': 8.60118688939385, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1971722157336133, 'gamma': 9.70072327391378, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.503563640731453, 'gamma': 6.521957562696667, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.756762416627327, 'gamma': 7.482053002605511, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.912848447645933, 'gamma': 1.2565611427972767, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.1952590394813924, 'gamma': 1.5932299010043423, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2047627372455185, 'gamma': 4.607795161557893, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 1.7582623186466286, 'gamma': 2.904707556892757, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.8854833896938132, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.4700709466467927, 'gamma': 7.863344488165685, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6143776266582464, 'gamma': 5.094666095354322, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9081172454857944, 'gamma': 9.301507712378177, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.560387334308778, 'gamma': 0.5392658039476905, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 1.511189204153048, 'gamma': 3.7342697623756984, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6726449541680257, 'gamma': 2.261699697920635, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.17501692786419215, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.501397301265881, 'gamma': 6.0223825417139025, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3930720788973194, 'gamma': 4.3821706883978, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 7.662163971475321, 'gamma': 2.7089000717644947, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 4.518656770840555, 'gamma': 1.6862355725587639, 'kernel': 'rbf', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 2.9470653022040674, 'gamma': 0.9415553282641581, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.044195579493371, 'gamma': 6.423576154513854, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9138071895424836 using:{'C': 0.008444841496893174, 'gamma': 5.518290640407462, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.330894441569629, 'gamma': 7.255178889613283, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.38210430937060846, 'gamma': 3.3907327000338245, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.35231499018151796, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7524187530340178, 'gamma': 9.910444237431793, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.442299425107524, 'gamma': 4.073882247019599, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0734803877879342, 'gamma': 1.3258074183332962, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.21189491805781963, 'gamma': 8.84127182319365, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9669117647058822 using:{'C': 2.7676847189550013, 'gamma': 8.15963359912364, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.245788169515703, 'gamma': 2.070315844693976, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8073472875219212, 'gamma': 2.8925306445987746, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5853277676441158, 'gamma': 0.36606936042734883, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9072856414760027, 'gamma': 6.8407790485681055, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.23761720809178694, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 9.6362527070598, 'gamma': 4.829965137315721, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1255406204647453, 'gamma': 5.87226951767909, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.5595941064061363, 'gamma': 3.5531839117613275, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.134631657731976, 'gamma': 2.416484785265012, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.369422611282156, 'gamma': 8.468426515850988, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.8962722217128186, 'gamma': 0.8239231031077326, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6212811790620807, 'gamma': 5.326672301367932, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.5880068514106567, 'gamma': 10.496812887877342, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.181812283045875, 'gamma': 3.194415823217705, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.26294349831274055, 'gamma': 11.026260412633945, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.31541578799133113, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 4.2020299411678526, 'gamma': 1.7370060901307154, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7856635463084853, 'gamma': 9.585798894171669, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3530077992739478, 'gamma': 7.731710695567747, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6115757873346669, 'gamma': 4.043154811318853, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.0201159573582133, 'gamma': 2.282257112141578, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 1.463746748573918, 'gamma': 1.1204914612366847, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 7.113491959004094, 'gamma': 4.441344875882116, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9622159084128196, 'gamma': 9.263537661106382, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0123371268180184, 'gamma': 5.0807856773094615, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.01890671967885782, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.207803010829136, 'gamma': 6.376391601892095, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.3858035755147097, 'gamma': 3.1326250939147853, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7564667737718327, 'gamma': 2.653270770425762, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4093390421568757, 'gamma': 0.06504085716860541, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.903385545672777, 'gamma': 11.44278914018814, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.1741580870966173, 'gamma': 0.31146283650594075, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.7521657572092675, 'gamma': 7.292262329225181, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3084218365190246, 'gamma': 8.941476484198446, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.8321155645017755, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.468288201284299, 'gamma': 0.04235452262563877, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.188858948039196, 'gamma': 0.1289534540468204, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9171038084404186, 'gamma': 9.976794402341259, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 0.023851552521908986, 'gamma': 0.9427166548619504, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1149843620534285, 'gamma': 10.777203521103845, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.84350317851538, 'gamma': 0.7260316034253247, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5490244959399342, 'gamma': 8.082949537562989, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7146482260560247, 'gamma': 8.455194835541606, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.4370081045265264, 'gamma': 0.5075540822248839, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5924468108756292, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1975555437708936, 'gamma': 5.969557941236777, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 0.9073881597840743, 'gamma': 1.4762366064853971, 'kernel': 'rbf', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1968571954811436, 'gamma': 0.05054248819222371, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6673554605942558, 'gamma': 6.9224707685935165, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9199346405228758 using:{'C': 0.014319023483200244, 'gamma': 1.9538492140446164, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 3.26401205970127, 'gamma': 10.11096496060495, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5024224975679454, 'gamma': 10.521795528204253, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0313909284415255, 'gamma': 1.5551819697877975, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7270532696211611, 'gamma': 9.541443099193652, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.05784813915376025, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.3740027857454806, 'gamma': 0.9710504792373743, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9945453204589898, 'gamma': 0.619028763947544, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 3.662677278735007, 'gamma': 2.210988592807067, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.5750733714593211, 'gamma': 0.016219468043210172, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2050633620559212, 'gamma': 1.1427916635984934, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.7978987859662539, 'gamma': 4.3044009276401285, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7815451966743495, 'gamma': 1.3554617058889689, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3927072783154468, 'gamma': 6.602311253268473, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.090807799975891, 'gamma': 0.36924664632486914, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6108236531522544, 'gamma': 1.7755525522671245, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.130519527410702, 'type': 'naive_bayes'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6245103106231922, 'gamma': 5.65342918081101, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8153594771241829 using:{'C': 0.31625237493174074, 'gamma': 11.201136620855614, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2532067053265497, 'gamma': 3.6699968430369942, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9138071895424836 using:{'C': 0.0032457278622539665, 'gamma': 2.677138281668795, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9600453974793788, 'gamma': 7.514621806580541, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0753612967062547, 'gamma': 2.2954914253838323, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.6638127290613797, 'gamma': 4.822434477134337, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3157256718484325, 'gamma': 1.2509252612760824, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.486867788380546, 'gamma': 0.7534705357696551, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.21206640478429012, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.1648919805744841, 'gamma': 3.1854724877360003, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9197888488588704, 'gamma': 8.616569991682214, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.881937506894377, 'gamma': 5.173923930122054, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5903916634348438, 'gamma': 11.764760605760168, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.8475499209697155, 'gamma': 12.797402290713794, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3926380708499604, 'gamma': 8.000913003354038, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058824 using:{'C': 2.4440064066631093, 'gamma': 0.022535587852826167, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.077374169539393, 'gamma': 4.171817696473673, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.7844641046142456, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8555185691304114, 'gamma': 2.7578930038794316, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 9.134431224787228, 'gamma': 8.863080232117891, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.4642009898822574, 'gamma': 9.26381395233547, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 0.5739139246905347, 'gamma': 1.8985595733821885, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8534001407486123, 'gamma': 6.392815569696822, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.7127209354061153, 'gamma': 3.704633894231577, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1163569960538156, 'gamma': 0.729031651588295, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.290016779236221, 'gamma': 7.128234576710705, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9473039215686274 using:{'C': 3.1720646877331298, 'gamma': 12.262229862037833, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.40864675332672884, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.639976782098393, 'gamma': 3.467066298818281, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.2714863146899189, 'gamma': 1.774811613207937, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0302330454493707, 'gamma': 1.325050620302056, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7473498623095576, 'gamma': 2.1977215407421955, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3467568143170117, 'gamma': 0.09344586755535478, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.4599338198863565, 'gamma': 7.5200336372532535, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9199346405228758 using:{'C': 0.013694702006748827, 'gamma': 2.535788049232428, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.839120745154548, 'gamma': 0.7093769793295013, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.5629825228029515, 'gamma': 6.115961165301675, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.223423163913197, 'gamma': 7.857706447662802, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5556471307472913, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.063066018120741, 'gamma': 4.69825531033298, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.337602933071271, 'gamma': 0.0016301578729418509, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1985513278957503, 'gamma': 10.288574293689498, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9134281320141601, 'gamma': 3.165038042351738, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.961393214983902, 'gamma': 13.35955658303459, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9734477124183006 using:{'C': 0.39987446165981333, 'gamma': 0.45828002379542365, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.592294927808845, 'gamma': 1.6032248851839408, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6534308314051571, 'gamma': 9.924275680441694, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.28633280874425204, 'gamma': 1.1962792893143703, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.47868784565748385, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3520701010326843, 'gamma': 5.329563199399874, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 3.9982873430398307, 'gamma': 5.656252804899356, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3834748596011828, 'gamma': 4.19836142238397, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.8000107132958157, 'gamma': 2.9882405470837727, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9738562091503268 using:{'C': 2.199230705122968, 'gamma': 8.479732572594493, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.161730032449362, 'gamma': 3.7899851252584478, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.899749080189257, 'gamma': 14.04326685221102, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 2.635276070885083, 'gamma': 9.312965607026268, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.7247511347078031, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7184406145105933, 'gamma': 4.796702204014837, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4671898493936701, 'gamma': 2.0191248893770903, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.0605139318688985, 'gamma': 3.9489142468776146, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0570787335610925, 'gamma': 6.922005425019305, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5841243729524705, 'gamma': 9.02012308309449, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.7732531095950996, 'gamma': 0.3274889395906727, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.915068241464839, 'gamma': 2.7201558794513296, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.394429896535637, 'gamma': 2.4173539353471503, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1799108832176994, 'gamma': 1.6477226365450885, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6989173235953485, 'gamma': 0.9633988595319409, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9149732502180514, 'gamma': 2.0328267414760157, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4146889511869636, 'gamma': 3.226545155898159, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3060858425503543, 'gamma': 1.1730608002079759, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.437775845085563, 'gamma': 3.4721189371773282, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7798085135600488, 'gamma': 3.143274639655644, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8572815578583238, 'gamma': 2.9894943168345516, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1337647648829128, 'gamma': 11.059988268702972, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.528475136273181, 'gamma': 9.725446089815419, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.158081146638732, 'gamma': 1.5233072238285659, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6695767753793691, 'gamma': 4.491900862763099, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9836639626297878, 'gamma': 11.548668447876603, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6312905896995447, 'gamma': 2.4052679606609875, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0511691424887597, 'gamma': 10.754641641535667, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9865196078431372 using:{'C': 0.5494745999021807, 'gamma': 3.5373511610892567, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.267557457956352, 'gamma': 2.629981143635353, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3060296730088305, 'gamma': 3.8573030563211157, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7583679214394827, 'gamma': 2.0352008905892887, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8014045151490623, 'gamma': 4.307415792622388, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9610595723761788, 'gamma': 1.2249131889100617, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5216442594480537, 'gamma': 4.923513575318479, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.479524830094348, 'gamma': 2.6595084780531155, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.507224470548074, 'gamma': 1.8154219468399913, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0281192908037657, 'gamma': 5.154095645631525, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2808179156138988, 'gamma': 10.247016350291453, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.218883463238063, 'gamma': 0.9378036739823349, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7897692717112361, 'gamma': 9.739350232280636, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4191917931853852, 'gamma': 3.0964339422335883, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.1969692506511727, 'gamma': 3.186422700729904, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9918496015915144, 'gamma': 2.27857651935326, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3848182719626223, 'gamma': 0.4616132310694292, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4644164169930465, 'gamma': 4.019444283255036, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7171924756074646, 'gamma': 3.5823455083025193, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.4688302940824618, 'gamma': 3.546968586408519, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1809424520128486, 'gamma': 2.93448081612976, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 8.2836370310504, 'gamma': 10.670868367157883, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3829394271196036, 'gamma': 4.250355257065545, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9434270323766691, 'gamma': 0.0009714072923685535, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 8.643160454166207, 'gamma': 3.3220645204926607, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.6281948377877988, 'gamma': 4.521535975473435, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.276056179638482, 'gamma': 4.002225139009256, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9068627450980392 using:{'C': 0.004608178795585394, 'gamma': 0.3817942290859939, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7686623535750614, 'gamma': 1.8039793042436936, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.1702057222130593, 'gamma': 1.3916314516337311, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 7.918845581274934, 'gamma': 2.308713453354085, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7810578641405312, 'gamma': 3.2750781984479147, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.908807955764459, 'gamma': 2.8823606339105945, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.3672662288948696, 'gamma': 2.43705789829058, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5131121268524054, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0372457276175076, 'gamma': 5.539213644645477, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 0.6172893909767544, 'gamma': 0.8393090912271821, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1075485688085511, 'gamma': 1.6268529859502845, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.581548595074894, 'gamma': 5.908231005051232, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.5553314899192117, 'gamma': 8.269740193384026, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9025680167005719, 'gamma': 7.723700050373622, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.04370218537525, 'gamma': 11.029022433343552, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 2.3231688408150486, 'gamma': 12.03044791330328, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.660094856706773, 'gamma': 6.380951851756212, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9189092546825227, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2595766464553888, 'gamma': 1.9767684933044027, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.7842092060143857, 'gamma': 4.971417721271115, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0745484098888856, 'gamma': 2.719221490946783, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 0.23135802747177725, 'gamma': 3.870942076025855, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4335118187003006, 'gamma': 3.7611461007423945, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.505229188250829, 'gamma': 0.6165876988772736, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7662914253267343, 'gamma': 9.511053877738334, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8953063120232757, 'gamma': 4.631787292506352, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 3.0171443835395086, 'gamma': 1.390342545932712, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.3843687930931241, 'gamma': 3.6730253567953643, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9622324256851598, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5871997589353395, 'gamma': 5.333348514781004, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6447162790565731, 'gamma': 4.516767079003547, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 4.697245143779015, 'gamma': 0.024748210021706657, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1041979041236858, 'gamma': 3.0683298116942277, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9734477124183006 using:{'C': 0.5478065881553345, 'gamma': 3.8475197484988644, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3869507715379348, 'gamma': 3.3562533254092592, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8539360802050445, 'gamma': 4.20338473082457, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.15145052984841723, 'gamma': 2.9111416219684156, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1505443093809964, 'gamma': 2.4074889138098237, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 9.954533502006711, 'gamma': 4.900292053527615, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6808788447642596, 'gamma': 1.8275384824604042, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.240101731157452, 'gamma': 2.716980349601515, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.3859729704420421, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.876678909660665, 'gamma': 5.496247048305268, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.688422227025935, 'gamma': 3.6702911681438066, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5560481864316202, 'gamma': 4.334278561678236, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0572668126951523, 'gamma': 5.057750576758648, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4348752642162261, 'gamma': 3.452347891533314, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 3.204684419697845, 'gamma': 9.119665130705396, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3976920879833044, 'gamma': 4.695779990829308, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9690054951551034, 'gamma': 2.3388421786038953, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.341329832379942, 'gamma': 6.241470613882394, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2712748879426714, 'gamma': 3.8517346227630553, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.8732312720137747, 'type': 'naive_bayes'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6654887403124263, 'gamma': 5.861083712899539, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.3562345924403858, 'gamma': 2.0598142306891116, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 0.040657204628651744, 'gamma': 1.3293084642487534, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.939052464317013, 'gamma': 3.2176053949705024, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8842789705775052, 'gamma': 4.59420011840597, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.7553457204848927, 'gamma': 1.0084270899175725, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 5.752862067552614, 'gamma': 0.7464841553322996, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1361505257793794, 'gamma': 2.125923495103663, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.8743603072257624, 'gamma': 4.099531932257366, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.16234297167925493, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.4618492943633483, 'gamma': 9.907417717470517, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.48158402125456656, 'gamma': 3.200267107782411, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.507296437864818, 'gamma': 5.286846628299587, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.320331580812876, 'gamma': 4.29256634035728, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7694407529315399, 'gamma': 1.5343951927183377, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9342320261437909 using:{'C': 0.024702390188233503, 'gamma': 2.7239114636277826, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.2319047600065567, 'gamma': 1.9059684294443404, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 3.468815057956034, 'gamma': 6.652496781145688, 'kernel': 'rbf', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0614742745359131, 'gamma': 3.5920979474567654, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1564142241887105, 'gamma': 10.383923674792001, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.640814619359845, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4469587138892361, 'gamma': 2.8205256233461613, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.254544046229083, 'gamma': 3.405572897606839, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7464143155251781, 'gamma': 3.9655241021370653, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 24, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.0376420654890826, 'gamma': 7.081079945621309, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8831819459852843, 'gamma': 2.6517258385878035, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7146025172153905, 'gamma': 17.219749072544698, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1529570321528295, 'gamma': 7.9407320614864, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5521321062508462, 'gamma': 5.035388864618638, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.952249175679782, 'gamma': 0.37968443450516975, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.5483069180164001, 'gamma': 2.2843139544698237, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9138071895424836 using:{'C': 0.00853616130780166, 'gamma': 3.4026103881482133, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3358424088728222, 'gamma': 4.57296113889055, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.943249793509556, 'gamma': 5.47084250245409, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.4491501165937712, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3031402700534445, 'gamma': 5.621128787388235, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 32, 'type': 'knn'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.745514759955573, 'gamma': 4.308050917082127, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.4842308769668398, 'gamma': 8.729248194700604, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7924656236671125, 'gamma': 1.6966565459975083, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.5138592105258668, 'gamma': 2.952023284610045, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 1.0868633568591766, 'gamma': 2.4344878567233965, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.2988625047801978, 'gamma': 1.3007166658514244, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.47479265015659, 'gamma': 3.1071881119600024, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.752899739776815, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.710763402367727, 'gamma': 15.365736947196854, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7536673052108604, 'gamma': 3.7682160713548374, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9203431372549019 using:{'n_neighbors': 40, 'type': 'knn'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.8720094919526775, 'gamma': 5.946170525867687, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.912284124656223, 'gamma': 6.146618841890126, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1924268841463537, 'gamma': 7.072725018734365, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.536518509255753, 'gamma': 6.644142491388287, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.686134361676543, 'gamma': 1.781693984811569, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3040068442512913, 'gamma': 11.513191629027267, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9535006981465466, 'gamma': 4.053982303929274, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 2.150821509356679, 'gamma': 10.887616027816392, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.27472993345680385, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.1265450270286883, 'gamma': 5.099132622689908, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.623360765623904, 'gamma': 9.29346247691237, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.308465888352832, 'gamma': 7.582516719578415, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9342320261437909 using:{'n_neighbors': 34, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.937917910506007, 'gamma': 5.682568687420242, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.512517232399323, 'gamma': 4.6758211836393, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5442089592837644, 'gamma': 3.627830148965485, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 0.565828167818381, 'gamma': 0.9931421826459764, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1300225143404303, 'gamma': 0.09156239153509967, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3103420889052098, 'gamma': 2.957198408517324, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.6922145958077571, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8001248437517485, 'gamma': 5.362795361342252, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.375889661002184, 'gamma': 2.552614724778028, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 18, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1881608845999763, 'gamma': 8.702352247251554, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 3.067714071814323, 'gamma': 5.971864719397349, 'kernel': 'rbf', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6508293921335597, 'gamma': 4.848962342169294, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.2779651124149237, 'gamma': 5.054810584183941, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.995391169447595, 'gamma': 6.138032206296426, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.4118815834509126, 'gamma': 8.416229441300718, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6893305883879268, 'gamma': 14.766515099544275, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 7.416705329784129, 'gamma': 7.40426924397282, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9284787378909474, 'gamma': 4.255281877344541, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.34841493420906705, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.7972823665618503, 'gamma': 7.888890824843099, 'kernel': 'rbf', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9734477124183006 using:{'C': 0.43364125342340687, 'gamma': 0.5714101843170125, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 23, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9872367278390282, 'gamma': 1.165422998918081, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.13504714955526587, 'gamma': 4.536817422888258, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9836165591109893, 'gamma': 2.334382387012586, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.7359311736485936, 'gamma': 6.325704635699235, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.6690008292115668, 'gamma': 2.8307737155355124, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.229861263420533, 'gamma': 9.075759488359585, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2112282623749595, 'gamma': 5.779635936346217, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.733195997741605, 'gamma': 6.874337018026935, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.06097688345168656, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.34868040204101014, 'gamma': 2.1371740428137675, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9138071895424836 using:{'C': 0.003529395854881462, 'gamma': 1.5074402690994126, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 1.0328849737875414, 'gamma': 0.3440183898310911, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9068627450980392 using:{'n_neighbors': 42, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0210446963930493, 'gamma': 7.520463475245024, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.540182168037796, 'gamma': 6.581981039284735, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.344877934181368, 'gamma': 4.044117467871174, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8017975732852156, 'gamma': 6.666941602214084, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 5.403353909204125, 'gamma': 11.79396192592802, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5911067875142544, 'gamma': 8.315987325847528, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7493480859375261, 'gamma': 5.491393623558546, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.835768204236273, 'gamma': 5.726897567025979, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.834096522251899, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.9819417027068242, 'gamma': 0.03041900273595769, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3863780620232298, 'gamma': 3.216027153575115, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.339452181456989, 'gamma': 3.7430495562791464, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9473039215686274 using:{'n_neighbors': 27, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.5109515176132191, 'gamma': 4.930821503601208, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1602713726636635, 'gamma': 1.9991405540975156, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.064164556142887, 'gamma': 7.256878799992231, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9573416947923038, 'gamma': 11.235180126849585, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 2.6688700816612627, 'gamma': 3.4535955989577465, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.573179371806143, 'gamma': 7.286869025335786, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8442320056193459, 'gamma': 2.9680804693465745, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.9029240868234716, 'gamma': 10.080747077824693, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.621111800948273, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.48271167171703, 'gamma': 4.72504655100747, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.449616381390152, 'gamma': 4.10445688646701, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.920751633986928 using:{'n_neighbors': 37, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.21465217043400675, 'gamma': 0.8517823728389212, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2070002199278587, 'gamma': 9.668732550275001, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.196187732857179, 'gamma': 9.022722418948346, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.406580294197602, 'gamma': 1.4612722472697128, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6886709855072537, 'gamma': 6.002193153522055, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9734477124183006 using:{'C': 0.7239030411766569, 'gamma': 3.6988471839214556, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9821318680655169, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.929228381007288, 'gamma': 8.20247396979809, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3295665755438224, 'gamma': 10.32132207172149, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.400351472066228, 'gamma': 4.383512834672788, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9138071895424836 using:{'n_neighbors': 41, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0628024951832358, 'gamma': 8.083712317468812, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.136388159353296, 'gamma': 5.243017027111464, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.569408820231689, 'gamma': 6.766149873967901, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6164807348591554, 'gamma': 4.25335848477828, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.558663824015248, 'gamma': 5.18267045920307, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 9.355396793499573, 'gamma': 0.77808243119355, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8192130118053982, 'gamma': 7.677341729329543, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.10557046468223968, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9138071895424836 using:{'C': 0.007956793914524418, 'gamma': 3.3839118696357104, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9358511886579074, 'gamma': 4.566367250821735, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 22, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.24421606167075405, 'gamma': 3.046359519825451, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.461675286451986, 'gamma': 6.193033851788023, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2222064351047788, 'gamma': 2.4712132051044797, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.8938664404974785, 'gamma': 5.370527957304001, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2533289631417035, 'gamma': 2.1172793029186767, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7356984138573495, 'gamma': 12.052739493572414, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9689340274632263, 'gamma': 3.932594269817416, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.567023673307101, 'gamma': 12.524615918376721, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5847833868056432, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 0.8990289971063209, 'gamma': 1.7726792975093504, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.987977731210551, 'gamma': 8.453942041547617, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3503519036150196, 'gamma': 6.999601936833562, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 7, 'type': 'knn'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 2.5104113349735737, 'gamma': 8.737868886668863, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.1734131079082397, 'gamma': 7.257882179257261, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3372124656581346, 'gamma': 2.6621683523526904, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1373995801164307, 'gamma': 9.455052891746153, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.45119765859775063, 'gamma': 5.651387248067422, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.675690702314027, 'gamma': 3.5450007114556605, 'kernel': 'rbf', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.099061264537046, 'gamma': 3.7791004109846176, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4372838966139545, 'gamma': 3.3437972144343284, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.6613332272615842, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.3780806275190708, 'gamma': 13.18022170332271, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8716889807687828, 'gamma': 2.612234142340837, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9203431372549019 using:{'n_neighbors': 38, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6353265455142743, 'gamma': 8.75140973290606, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 0.5739653751813582, 'gamma': 1.1823837406927722, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 4.210478841221774, 'gamma': 2.2406009894041494, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9934640522875817 using:{'C': 1.8658774682632788, 'gamma': 4.750735750236808, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.309263090995299, 'gamma': 4.775784670957818, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.7330662613046615, 'gamma': 4.518846833284495, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0711089588710585, 'gamma': 1.5586605446985957, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7230277245153534, 'gamma': 10.609327306355048, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3026647252012877, 'gamma': 4.35745493562246, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0086255141521436, 'gamma': 0.545175215055441, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4618888203512783, 'gamma': 5.143978255024796, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2955380673993833, 'gamma': 4.533682528745108, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8280230053193854, 'gamma': 2.2453290298124537, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.884445677453673, 'gamma': 6.372373657344573, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1231496240826992, 'gamma': 1.8746651463866497, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4784484295877671, 'gamma': 1.0265745436692595, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2958862227630206, 'gamma': 4.009683268918698, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6058332865181928, 'gamma': 3.2430957946028482, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7837709023930723, 'gamma': 4.226993010009729, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9932221362698386, 'gamma': 5.017157956946284, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8744379184295488, 'gamma': 5.589520094136104, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 2.014569860037709, 'gamma': 6.007914919303561, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0135814921287676, 'gamma': 2.5254759856864686, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7119321437528658, 'gamma': 6.093405285026269, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1771764356291, 'gamma': 2.8462055659388783, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6653002057154287, 'gamma': 2.9701403878392334, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8348503362034477, 'gamma': 3.3997609459695908, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8445558400787159, 'gamma': 7.655828271933173, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5398779870314712, 'gamma': 4.652135242822808, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2130044375233293, 'gamma': 4.1553003138193265, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.419831967243371, 'gamma': 4.949853529794359, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.1952780927742404, 'gamma': 7.817132533430902, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9985289347168289, 'gamma': 2.9789723957580327, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5152064970266657, 'gamma': 1.4060193715982816, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.079028514227094, 'gamma': 9.741098113974422, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7126542355406372, 'gamma': 2.0243097191778388, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2203365671097095, 'gamma': 5.736667491536431, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8004586530247435, 'gamma': 5.390864352893416, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.377216133131542, 'gamma': 3.7365912372713317, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8697483905196375, 'gamma': 3.5389814582293253, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.039806907749424, 'gamma': 6.2318373969726775, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1365372953030317, 'gamma': 10.926066158753061, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6227585636971336, 'gamma': 6.5633879935400925, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.778223124816665, 'gamma': 3.9205851070388893, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2842770542833768, 'gamma': 6.773609639729754, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.424296458541998, 'gamma': 4.325678455834808, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2866210718920046, 'gamma': 7.020187519770707, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0142566001383404, 'gamma': 2.5920004818945754, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9865196078431372 using:{'C': 0.5479880974702062, 'gamma': 3.110142004688032, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.768621914970568, 'gamma': 5.066496597934623, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6460908302684192, 'gamma': 9.182754775536592, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.579913589279871, 'gamma': 8.140980183567422, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 0.9772476141623851, 'gamma': 1.6799035701374438, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2543697235547677, 'gamma': 6.994573897651259, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.9486609148624305, 'gamma': 9.933207118437805, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8894488679574954, 'gamma': 3.8812871893817897, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5786363857490666, 'gamma': 3.4059070251672536, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4171842428470331, 'gamma': 4.305289240935248, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3799309424912631, 'gamma': 3.618612706154238, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2152084644390386, 'gamma': 4.917909462788129, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.38271786891766163, 'gamma': 2.8629920104555224, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5026510483931128, 'gamma': 4.676769946664285, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.5904392481751968, 'gamma': 8.839843599281402, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.42585863819840736, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.1399843328904113, 'gamma': 2.383410191379535, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.960375816993464 using:{'C': 2.362034031749699, 'gamma': 10.457815896738289, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0768497877884786, 'gamma': 8.285975625289936, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.732357412301528, 'gamma': 3.8915041843082063, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9342320261437909 using:{'n_neighbors': 35, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.547980444999361, 'gamma': 3.3258063073850592, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4160517785768691, 'gamma': 4.099379333276677, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9929515629006598, 'gamma': 4.061683015316197, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.8619281045751634 using:{'C': 0.14866250676617443, 'gamma': 6.443450470212882, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8375651892936081, 'gamma': 3.2266202676667306, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.000903586705562176, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.884760883810523, 'gamma': 5.436732225700839, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6046308215653551, 'gamma': 5.037955591586398, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7119075310921342, 'gamma': 1.3315714233844886, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 26, 'type': 'knn'}\n",
      "iters:0 acc:0.9338235294117646 using:{'C': 0.4674570767459999, 'gamma': 8.39273030412509, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3732506455586972, 'gamma': 4.483471889288825, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9673202614379085 using:{'C': 2.546125550886235, 'gamma': 2.563263891979446, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6530065465406076, 'gamma': 3.741193767294374, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.141926244119521, 'gamma': 5.754224517871895, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2785298434517745, 'gamma': 4.382762626665337, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8483846950499014, 'gamma': 3.1301748137576166, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.6960784313725491 using:{'C': 0.011391772370840603, 'gamma': 16.708454656118448, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.125916736991673, 'gamma': 5.33533340391774, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 7.602286973779497, 'gamma': 2.9338292183042385, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.3927308966381835, 'gamma': 2.009314567404762, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.19892755624915193, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8403809367560083, 'gamma': 4.947876914204992, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 10, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.040050775657262, 'gamma': 6.102019076397291, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9473039215686274 using:{'C': 2.7574644840463214, 'gamma': 12.268351767211364, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.787699559178303, 'gamma': 5.752246005625951, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4353711030524148, 'gamma': 3.5037679630349645, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9138071895424836 using:{'C': 0.003858962012946332, 'gamma': 1.958793562961971, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.37535753436418084, 'gamma': 4.267907433808942, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9746541377719782, 'gamma': 0.027577997149758726, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.960375816993464 using:{'C': 0.18132797288200164, 'gamma': 4.029402636269559, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.2477898842867503, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.054376534320235, 'gamma': 4.566666406347238, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.205342611994576, 'gamma': 2.4247093186954216, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.6377557088184833, 'gamma': 5.34297080834348, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.960375816993464 using:{'n_neighbors': 31, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.082772058168154, 'gamma': 4.794751693335108, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.4388686920281937, 'gamma': 0.6297849500889616, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5972882568867484, 'gamma': 4.4697627826115625, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3469336404812235, 'gamma': 7.449869477854222, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.260391502122236, 'gamma': 5.86030634537704, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.6813268196229387, 'gamma': 3.8348422804748603, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.8637379566451218, 'gamma': 4.263109487859039, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 1.0281555891314347, 'gamma': 0.9325409632912484, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8480247566450425, 'gamma': 4.8370037974959645, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.33410915098748667, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7497349112063728, 'gamma': 2.6274794844671794, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 4.581868702745143, 'gamma': 3.5083570055627216, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058824 using:{'n_neighbors': 14, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4813929206052665, 'gamma': 6.6870423666560646, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2097465802631464, 'gamma': 5.705311325181087, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4021054909149502, 'gamma': 3.3543323328357406, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.3591389635268287, 'gamma': 2.96238481547823, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0590566908546024, 'gamma': 5.313934123069769, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2311616147631255, 'gamma': 15.581051817905657, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9342320261437909 using:{'C': 0.8319614825111331, 'gamma': 11.812302661860246, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6813482511882438, 'gamma': 4.768668844913083, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.4848320763522942, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4103650059598383, 'gamma': 9.677282692890136, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.5615809228973248, 'gamma': 2.160555639640609, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.974770151850611, 'gamma': 5.375028612387246, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503269 using:{'n_neighbors': 11, 'type': 'knn'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.9654709604108818, 'gamma': 6.3980576775607405, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2325843121421687, 'gamma': 7.321478467683988, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2922012200576243, 'gamma': 4.128229742344734, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.25611742154177763, 'gamma': 4.123807091403579, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.524799703335142, 'gamma': 1.641783500083821, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.7426098020122753, 'gamma': 3.6845864953664575, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.8760655570056146, 'gamma': 12.515781947376569, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6419866901257705, 'gamma': 9.979760612411708, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6484197467422874, 'gamma': 4.358321826090434, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.443163215445001, 'gamma': 3.624131806037899, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9070074269995858, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.48477462913604463, 'gamma': 3.2395882386970367, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7715595406878069, 'gamma': 4.946705860272277, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'n_neighbors': 21, 'type': 'knn'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 2.10176499427473, 'gamma': 12.770746909446778, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0426480684663315, 'gamma': 4.647889608446469, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.8731121610936845, 'gamma': 2.6968204998304737, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.5948577939373365, 'gamma': 11.423251837576302, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.8624662504096756, 'gamma': 6.255691054631524, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3153012162959516, 'gamma': 5.1439033786452555, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0618696426509913, 'gamma': 3.378045626109033, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 3.5876821061879114, 'gamma': 5.835888273814861, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.2927893565807975, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.5748267582273654, 'gamma': 3.741101098792388, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.357742739232352, 'gamma': 11.786876710374099, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9738562091503268 using:{'C': 2.479514274644674, 'gamma': 9.440721266351208, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'n_neighbors': 9, 'type': 'knn'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.212252081495182, 'gamma': 10.28605205435929, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 2.7775571043981664, 'gamma': 2.9789095082629684, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9677844503804143, 'gamma': 7.81229594065077, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7403339478348574, 'gamma': 5.9195631438588165, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 2.901660380104384, 'gamma': 6.97841810276729, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.2559652497972962, 'gamma': 9.470574835519026, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 2.0750736943812003, 'gamma': 10.905304761062814, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.3572842282932416, 'gamma': 5.280370341432729, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2242213017827015, 'gamma': 9.034054500749592, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5184062359527936, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7097893796862769, 'gamma': 6.6475023712354355, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058824 using:{'n_neighbors': 12, 'type': 'knn'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 3.1448172202046263, 'gamma': 6.237558885430504, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4189195579428722, 'gamma': 3.9279021337482454, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9129017463696352, 'gamma': 4.823383087085836, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 2.704605121923773, 'gamma': 6.208400748149717, 'kernel': 'rbf', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.18608137200337566, 'gamma': 2.3794128080607346, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.472715019739626, 'gamma': 6.863364626212745, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.068934778704003, 'gamma': 1.8260799113245525, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.9362707791718723, 'gamma': 11.530782532111722, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9803921568627452 using:{'C': 0.6728419843677778, 'gamma': 2.1149091498301975, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.4703351200590815, 'gamma': 3.514937320090872, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.9305359334602565, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.9872500041989012, 'gamma': 7.97858322725404, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 3.281367828437171, 'gamma': 7.282051838717113, 'kernel': 'linear', 'type': 'svm'}"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "iters:0 acc:0.9803921568627452 using:{'n_neighbors': 3, 'type': 'knn'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.158535854819402, 'gamma': 3.3956805575735896, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0484654732297303, 'gamma': 2.7400909297837375, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9865196078431372 using:{'C': 0.40335865993812625, 'gamma': 2.217322938872506, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.7005866408752464, 'gamma': 17.52008641252681, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.3191995424064535, 'gamma': 4.549982199828208, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8898130218960172, 'gamma': 5.604406020798233, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.2027746252535914, 'gamma': 7.428375559781552, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.6605146356714837, 'gamma': 5.57452086041704, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.380371891136502, 'gamma': 6.046758484887423, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.5588953844792205, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.0570575647894616, 'gamma': 13.048031948438, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9407679738562091 using:{'n_neighbors': 33, 'type': 'knn'}\n",
      "iters:0 acc:0.9934640522875817 using:{'C': 1.4049130785116253, 'gamma': 5.064541486113419, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9734477124183006 using:{'C': 0.6517253329932778, 'gamma': 4.080230439002496, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9673202614379085 using:{'C': 6.716653166906097, 'gamma': 0.4474108362635909, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iters:0 acc:0.9869281045751634 using:{'C': 1.8081961027534663, 'gamma': 5.577081064654887, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.861570061625835, 'gamma': 2.932525679734852, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9538398692810457 using:{'C': 2.0675294650391063, 'gamma': 10.676852856468885, 'kernel': 'rbf', 'type': 'svm'}\n",
      "iters:0 acc:0.9799836601307189 using:{'C': 0.49664466134694657, 'gamma': 9.70865271866364, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9869281045751634 using:{'C': 1.499460945547158, 'gamma': 13.62885982231623, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.3333333333333333 using:{'alpha': 0.3697289016798372, 'type': 'naive_bayes'}\n",
      "iters:0 acc:0.9138071895424836 using:{'C': 0.005777908335627524, 'gamma': 5.1436294472301185, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9669117647058822 using:{'C': 0.2617147573048946, 'gamma': 3.139160772638883, 'kernel': 'linear', 'type': 'svm'}\n",
      "iters:0 acc:0.9738562091503268 using:{'C': 2.408483486318975, 'gamma': 4.020905570690806, 'kernel': 'linear', 'type': 'svm'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3_5_0_0\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1943: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "trails = Trials()\n",
    "best = fmin(fn = f,space=space,max_evals=1500,algo=tpe.suggest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'C': 1.4285310324852747, 'classifier_type': 2, 'gamma': 1.5253728423598396, 'kernel': 0}\n"
     ]
    }
   ],
   "source": [
    "print(best)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
